Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	2773
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	260.1 KiB
Average record size in memory	96.0 B

Variable types

NUM	12

Warnings

`qty_items` is highly correlated with `gross_revenue`	High correlation
`gross_revenue` is highly correlated with `qty_items`	High correlation
`avg_ticket` is highly skewed (γ1 = 27.67812665)	Skewed
`frequency` is highly skewed (γ1 = 46.07732187)	Skewed
`qtd_returns` is highly skewed (γ1 = 21.6260127)	Skewed
`customer_id` has unique values	Unique
`recency_days` has 33 (1.2%) zeros	Zeros
`qtd_returns` has 1481 (53.4%) zeros	Zeros

Reproduction

Analysis started	2022-09-21 15:59:10.029854
Analysis finished	2022-09-21 15:59:35.430838
Duration	25.4 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

customer_id
Real number (ℝ_≥0)

UNIQUE

Distinct	2773
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15285.28128
Minimum	12347
Maximum	18287
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	12347
5-th percentile	12626.6
Q1	13815
median	15241
Q3	16780
95-th percentile	17950.4
Maximum	18287
Range	5940
Interquartile range (IQR)	2965

Descriptive statistics

Standard deviation	1715.152588
Coefficient of variation (CV)	0.1122094226
Kurtosis	-1.207029283
Mean	15285.28128
Median Absolute Deviation (MAD)	1484
Skewness	0.0166125065
Sum	42386085
Variance	2941748.399
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14335	1	< 0.1%
13636	1	< 0.1%
17744	1	< 0.1%
17742	1	< 0.1%
13644	1	< 0.1%
17738	1	< 0.1%
15689	1	< 0.1%
17736	1	< 0.1%
15687	1	< 0.1%
17734	1	< 0.1%
Other values (2763)	2763	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12347	1	< 0.1%
12348	1	< 0.1%
12352	1	< 0.1%
12356	1	< 0.1%
12358	1	< 0.1%

Value	Count	Frequency (%)
18287	1	< 0.1%
18283	1	< 0.1%
18282	1	< 0.1%
18273	1	< 0.1%
18272	1	< 0.1%

gross_revenue
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2756
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2845.044446
Minimum	36.56
Maximum	279138.02
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	36.56
5-th percentile	264.548
Q1	628.78
median	1169.94
Q3	2424.04
95-th percentile	7490.982
Maximum	279138.02
Range	279101.46
Interquartile range (IQR)	1795.26

Descriptive statistics

Standard deviation	10466.82835
Coefficient of variation (CV)	3.678968308
Kurtosis	372.786099
Mean	2845.044446
Median Absolute Deviation (MAD)	687.93
Skewness	17.09734698
Sum	7889308.25
Variance	109554495.8
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
331	2	0.1%
1314.45	2	0.1%
734.94	2	0.1%
1353.74	2	0.1%
889.93	2	0.1%
2053.02	2	0.1%
1078.96	2	0.1%
1025.44	2	0.1%
918.2	2	0.1%
731.9	2	0.1%
Other values (2746)	2753	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.56	1	< 0.1%
52	1	< 0.1%
52.2	1	< 0.1%
62.43	1	< 0.1%
68.84	1	< 0.1%

Value	Count	Frequency (%)
279138.02	1	< 0.1%
259657.3	1	< 0.1%
194550.79	1	< 0.1%
140450.72	1	< 0.1%
124564.53	1	< 0.1%

recency_days
Real number (ℝ_≥0)

ZEROS

Distinct	252
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	56.64731338
Minimum	0
Maximum	372
Zeros	33
Zeros (%)	1.2%
Memory size	21.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	10
median	29
Q3	73
95-th percentile	211
Maximum	372
Range	372
Interquartile range (IQR)	63

Descriptive statistics

Standard deviation	68.42352582
Coefficient of variation (CV)	1.207886513
Kurtosis	3.430442793
Mean	56.64731338
Median Absolute Deviation (MAD)	23
Skewness	1.898015296
Sum	157083
Variance	4681.778886
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	99	3.6%
4	87	3.1%
2	85	3.1%
3	85	3.1%
8	76	2.7%
10	67	2.4%
9	66	2.4%
7	65	2.3%
17	62	2.2%
22	55	2.0%
Other values (242)	2026	73.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	33	1.2%
1	99	3.6%
2	85	3.1%
3	85	3.1%
4	87	3.1%

Value	Count	Frequency (%)
372	1	< 0.1%
366	1	< 0.1%
360	1	< 0.1%
358	3	0.1%
354	1	< 0.1%

qty_invoices
Real number (ℝ_≥0)

Distinct	55
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.054814281
Minimum	2
Maximum	206
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	4
Q3	6
95-th percentile	17
Maximum	206
Range	204
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	9.072771138
Coefficient of variation (CV)	1.498439212
Kurtosis	183.9078799
Mean	6.054814281
Median Absolute Deviation (MAD)	2
Skewness	10.62384214
Sum	16790
Variance	82.31517613
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	779	28.1%
3	499	18.0%
4	393	14.2%
5	237	8.5%
6	173	6.2%
7	138	5.0%
8	98	3.5%
9	69	2.5%
10	55	2.0%
11	54	1.9%
Other values (45)	278	10.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	779	28.1%
3	499	18.0%
4	393	14.2%
5	237	8.5%
6	173	6.2%

Value	Count	Frequency (%)
206	1	< 0.1%
199	1	< 0.1%
124	1	< 0.1%
97	1	< 0.1%
91	2	0.1%

qty_items
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1638
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1671.783988
Minimum	2
Maximum	196844
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	2
5-th percentile	119.6
Q1	330
median	704
Q3	1478
95-th percentile	4614
Maximum	196844
Range	196842
Interquartile range (IQR)	1148

Descriptive statistics

Standard deviation	5890.699162
Coefficient of variation (CV)	3.523600658
Kurtosis	485.4627718
Mean	1671.783988
Median Absolute Deviation (MAD)	452
Skewness	18.17697463
Sum	4635857
Variance	34700336.61
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
310	11	0.4%
246	8	0.3%
150	8	0.3%
300	7	0.3%
394	7	0.3%
516	7	0.3%
219	7	0.3%
1200	7	0.3%
493	7	0.3%
272	7	0.3%
Other values (1628)	2697	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
16	1	< 0.1%
17	1	< 0.1%
19	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
196844	1	< 0.1%
80263	1	< 0.1%
77373	1	< 0.1%
69993	1	< 0.1%
64549	1	< 0.1%

qty_products
Real number (ℝ_≥0)

Distinct	467
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	129.7890371
Minimum	2
Maximum	7838
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	2
5-th percentile	10
Q1	34
median	72
Q3	143
95-th percentile	400.2
Maximum	7838
Range	7836
Interquartile range (IQR)	109

Descriptive statistics

Standard deviation	277.8250768
Coefficient of variation (CV)	2.140589706
Kurtosis	336.7416641
Mean	129.7890371
Median Absolute Deviation (MAD)	45
Skewness	15.34716552
Sum	359905
Variance	77186.7733
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	38	1.4%
35	34	1.2%
26	30	1.1%
27	30	1.1%
29	30	1.1%
25	27	1.0%
15	27	1.0%
31	27	1.0%
19	27	1.0%
33	26	0.9%
Other values (457)	2477	89.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	11	0.4%
3	12	0.4%
4	16	0.6%
5	16	0.6%
6	24	0.9%

Value	Count	Frequency (%)
7838	1	< 0.1%
5673	1	< 0.1%
5095	1	< 0.1%
4580	1	< 0.1%
2698	1	< 0.1%

avg_ticket
Real number (ℝ_≥0)

SKEWED

Distinct	2771
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.10411414
Minimum	2.150588235
Maximum	4453.43
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	2.150588235
5-th percentile	4.852453809
Q1	12.41668
median	17.94081081
Q3	25.02555556
95-th percentile	87.75747368
Maximum	4453.43
Range	4451.279412
Interquartile range (IQR)	12.60887556

Descriptive statistics

Standard deviation	107.6316856
Coefficient of variation (CV)	3.352582324
Kurtosis	1054.619311
Mean	32.10411414
Median Absolute Deviation (MAD)	6.337289189
Skewness	27.67812665
Sum	89024.70852
Variance	11584.57974
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.162	2	0.1%
14.47833333	2	0.1%
17.56944444	1	< 0.1%
11.50465753	1	< 0.1%
18.57558824	1	< 0.1%
21.52698113	1	< 0.1%
8.581532258	1	< 0.1%
81.6	1	< 0.1%
33.925	1	< 0.1%
54.59176471	1	< 0.1%
Other values (2761)	2761	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.150588235	1	< 0.1%
2.4325	1	< 0.1%
2.462371134	1	< 0.1%
2.511241379	1	< 0.1%
2.515333333	1	< 0.1%

Value	Count	Frequency (%)
4453.43	1	< 0.1%
1687.2	1	< 0.1%
952.9875	1	< 0.1%
872.13	1	< 0.1%
841.0214493	1	< 0.1%

avg_recency_days
Real number (ℝ_≥0)

Distinct	1155
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	78.74898658
Minimum	1
Maximum	366
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	1
5-th percentile	13
Q1	34.125
median	59
Q3	99
95-th percentile	224
Maximum	366
Range	365
Interquartile range (IQR)	64.875

Descriptive statistics

Standard deviation	66.48880369
Coefficient of variation (CV)	0.8443131343
Kurtosis	3.688673291
Mean	78.74898658
Median Absolute Deviation (MAD)	30
Skewness	1.830949046
Sum	218370.9398
Variance	4420.761016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	21	0.8%
46	18	0.6%
55	17	0.6%
91	16	0.6%
49	16	0.6%
31	16	0.6%
35	15	0.5%
42	15	0.5%
21	15	0.5%
14	14	0.5%
Other values (1145)	2610	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	9	0.3%
2	4	0.1%
2.861538462	1	< 0.1%
3	6	0.2%
3.330357143	1	< 0.1%

Value	Count	Frequency (%)
366	1	< 0.1%
365	1	< 0.1%
364	1	< 0.1%
363	1	< 0.1%
357	2	0.1%

frequency
Real number (ℝ_≥0)

SKEWED

Distinct	1225
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.04971312176
Minimum	0.005449591281
Maximum	17
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	0.005449591281
5-th percentile	0.008746355685
Q1	0.01578947368
median	0.0243902439
Q3	0.04166666667
95-th percentile	0.1153846154
Maximum	17
Range	16.99455041
Interquartile range (IQR)	0.02587719298

Descriptive statistics

Standard deviation	0.3376551076
Coefficient of variation (CV)	6.792072107
Kurtosis	2295.704265
Mean	0.04971312176
Median Absolute Deviation (MAD)	0.01069161377
Skewness	46.07732187
Sum	137.8544866
Variance	0.1140109717
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0625	18	0.6%
0.02777777778	17	0.6%
0.02380952381	16	0.6%
0.09090909091	15	0.5%
0.08333333333	15	0.5%
0.02941176471	14	0.5%
0.03448275862	14	0.5%
0.02564102564	13	0.5%
0.01923076923	13	0.5%
0.03571428571	13	0.5%
Other values (1215)	2625	94.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.005449591281	1	< 0.1%
0.005464480874	1	< 0.1%
0.005479452055	1	< 0.1%
0.005494505495	1	< 0.1%
0.005586592179	2	0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
3	1	< 0.1%
2	1	< 0.1%
1.142857143	1	< 0.1%
1	8	0.3%

qtd_returns
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	204
Distinct (%)	7.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	34.97367472
Minimum	0
Maximum	9014
Zeros	1481
Zeros (%)	53.4%
Memory size	21.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	9
95-th percentile	96.8
Maximum	9014
Range	9014
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	290.7142899
Coefficient of variation (CV)	8.312374729
Kurtosis	571.7456843
Mean	34.97367472
Median Absolute Deviation (MAD)	0
Skewness	21.6260127
Sum	96982
Variance	84514.79837
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1481	53.4%
1	129	4.7%
2	117	4.2%
3	82	3.0%
4	72	2.6%
6	63	2.3%
5	55	2.0%
12	45	1.6%
8	39	1.4%
9	38	1.4%
Other values (194)	652	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1481	53.4%
1	129	4.7%
2	117	4.2%
3	82	3.0%
4	72	2.6%

Value	Count	Frequency (%)
9014	1	< 0.1%
8004	1	< 0.1%
4427	1	< 0.1%
3768	1	< 0.1%
3332	1	< 0.1%

avg_basket_size
Real number (ℝ_≥0)

Distinct	1937
Distinct (%)	69.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	231.446111
Minimum	1
Maximum	6009.333333
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	1
5-th percentile	45
Q1	103.3333333
median	172
Q3	278.2
95-th percentile	585.7
Maximum	6009.333333
Range	6008.333333
Interquartile range (IQR)	174.8666667

Descriptive statistics

Standard deviation	261.7394008
Coefficient of variation (CV)	1.130887012
Kurtosis	115.4829522
Mean	231.446111
Median Absolute Deviation (MAD)	81
Skewness	7.715252816
Sum	641800.0657
Variance	68507.51392
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	11	0.4%
86	9	0.3%
60	8	0.3%
75	8	0.3%
136	7	0.3%
197	7	0.3%
105	7	0.3%
208	7	0.3%
73	7	0.3%
82	7	0.3%
Other values (1927)	2695	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3.333333333	1	< 0.1%
5.333333333	1	< 0.1%
5.666666667	1	< 0.1%
6.142857143	1	< 0.1%

Value	Count	Frequency (%)
6009.333333	1	< 0.1%
3868.65	1	< 0.1%
2880	1	< 0.1%
2733.944444	1	< 0.1%
2518.769231	1	< 0.1%

avg_unique_basket_size
Real number (ℝ_≥0)

Distinct	897
Distinct (%)	32.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.14109332
Minimum	0.2
Maximum	177
Zeros	0
Zeros (%)	0.0%
Memory size	21.7 KiB

Quantile statistics

Minimum	0.2
5-th percentile	2
Q1	7.545454545
median	13.5
Q3	22
95-th percentile	45.1
Maximum	177
Range	176.8
Interquartile range (IQR)	14.45454545

Descriptive statistics

Standard deviation	14.26277434
Coefficient of variation (CV)	0.832080782
Kurtosis	10.00830576
Mean	17.14109332
Median Absolute Deviation (MAD)	6.666666667
Skewness	2.24639468
Sum	47532.25179
Variance	203.4267318
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	34	1.2%
13	33	1.2%
7	32	1.2%
9	32	1.2%
16	32	1.2%
12	30	1.1%
18.5	29	1.0%
14	29	1.0%
17	29	1.0%
15	29	1.0%
Other values (887)	2464	88.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.25	3	0.1%
0.3333333333	6	0.2%
0.4	1	< 0.1%
0.4090909091	1	< 0.1%

Value	Count	Frequency (%)
177	1	< 0.1%
105	1	< 0.1%
104	1	< 0.1%
98	1	< 0.1%
95.5	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	customer_id	gross_revenue	recency_days	qty_invoices	qty_items	qty_products	avg_ticket	avg_recency_days	frequency	qtd_returns	avg_basket_size	avg_unique_basket_size
0	17850	5391.21	372.0	34.0	1733.0	297.0	18.152222	1.000000	17.000000	40.0	50.970588	0.617647
1	13047	3232.59	56.0	9.0	1390.0	171.0	18.904035	52.833333	0.028302	35.0	154.444444	11.666667
2	12583	6705.38	2.0	15.0	5028.0	232.0	28.902500	26.500000	0.040323	50.0	335.200000	7.600000
3	13748	948.25	95.0	5.0	439.0	28.0	33.866071	92.666667	0.017921	0.0	87.800000	4.800000
4	15100	876.00	333.0	3.0	80.0	3.0	292.000000	20.000000	0.073171	22.0	26.666667	0.333333
5	15291	4623.30	25.0	14.0	2102.0	102.0	45.326471	26.769231	0.040115	29.0	150.142857	4.357143
6	14688	5630.87	7.0	21.0	3621.0	327.0	17.219786	19.263158	0.057221	399.0	172.428571	7.047619
7	17809	5411.91	16.0	12.0	2057.0	61.0	88.719836	39.666667	0.033520	41.0	171.416667	3.833333
8	15311	60767.90	0.0	91.0	38194.0	2379.0	25.543464	4.191011	0.243316	474.0	419.714286	6.230769
9	16098	2005.63	87.0	7.0	613.0	67.0	29.934776	47.666667	0.024390	0.0	87.571429	4.857143

Last rows

	customer_id	gross_revenue	recency_days	qty_invoices	qty_items	qty_products	avg_ticket	avg_recency_days	frequency	qtd_returns	avg_basket_size	avg_unique_basket_size
2763	17290	525.24	3.0	2.0	404.0	102.0	5.149412	13.0	0.142857	0.0	202.000000	46.000000
2764	14785	77.40	10.0	2.0	84.0	3.0	25.800000	5.0	0.333333	0.0	42.000000	1.000000
2765	17254	272.44	4.0	2.0	252.0	112.0	2.432500	11.0	0.166667	0.0	126.000000	50.000000
2766	17232	421.52	2.0	2.0	203.0	36.0	11.708889	12.0	0.153846	0.0	101.500000	15.000000
2767	17468	137.00	10.0	2.0	116.0	5.0	27.400000	4.0	0.400000	0.0	58.000000	2.500000
2768	13596	697.04	5.0	2.0	406.0	166.0	4.199036	7.0	0.250000	0.0	203.000000	66.500000
2769	14893	1237.85	9.0	2.0	799.0	73.0	16.956849	2.0	0.666667	0.0	399.500000	36.000000
2770	14126	706.13	7.0	3.0	508.0	15.0	47.075333	3.0	0.750000	50.0	169.333333	4.666667
2771	13521	1092.39	1.0	3.0	733.0	435.0	2.511241	4.5	0.300000	0.0	244.333333	104.000000
2772	15060	301.84	8.0	4.0	262.0	120.0	2.515333	1.0	2.000000	0.0	65.500000	20.000000

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows